dlookr: Data Diagnosis
Overview
Data Structures
| division | metrics | value |
|---|---|---|
| size | observations | 19,189 |
| size | variables | 19 |
| size | values | 364,591 |
| size | memory size (MB) | 4 |
| duplicated | duplicate observation | 0 |
| missing | complete observation | 8,956 |
| missing | missing observation | 10,233 |
| missing | missing variables | 9 |
| missing | missing values | 20,784 |
| division | metrics | value |
|---|---|---|
| data type | numerics | 2 |
| data type | integers | 1 |
| data type | factors/ordered | 11 |
| data type | characters | 2 |
| data type | Dates | 1 |
| data type | POSIXcts | 2 |
| data type | others | 0 |
Warnings
Variables
Missing Values
List of Missing Values
Variables that include missing values
Visualization
Unique Values
Categorical Vaiables
Variables where the proportion of unique data is more than 0.5 or unique is 1.
Numarical Vaiables
Variables where the unique cases is less than 5 or unique is 1.
Outliers
Diagnosis of numerical variable outliers
Samples
Duplicated
No duplicated records
Heads
First few records
Tails
Last few records
Created by dlookrExtra package